diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,1859 @@ +--- +tags: +- setfit +- sentence-transformers +- text-classification +- generated_from_setfit_trainer +widget: +- text: What are the benefits of a Butterry Loan for agricultural purposes? +- text: What do E-learning Modules teach about online bill payments? +- text: What is the Bharat Aadhaar Seeding Enabler customer care email ID? +- text: How long does it take for the loan to be sanctioned and disbursed? +- text: What is the purpose of IndOASIS Checksum in online banking transactions? +metrics: +- accuracy +pipeline_tag: text-classification +library_name: setfit +inference: true +base_model: nomic-ai/nomic-embed-text-v1 +model-index: +- name: SetFit with nomic-ai/nomic-embed-text-v1 + results: + - task: + type: text-classification + name: Text Classification + dataset: + name: Unknown + type: unknown + split: test + metrics: + - type: accuracy + value: 0.7559458470545188 + name: Accuracy +--- + +# SetFit with nomic-ai/nomic-embed-text-v1 + +This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1](https://huggingface.co/nomic-ai/nomic-embed-text-v1) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. + +The model has been trained using an efficient few-shot learning technique that involves: + +1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. +2. Training a classification head with features from the fine-tuned Sentence Transformer. + +## Model Details + +### Model Description +- **Model Type:** SetFit +- **Sentence Transformer body:** [nomic-ai/nomic-embed-text-v1](https://huggingface.co/nomic-ai/nomic-embed-text-v1) +- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance +- **Maximum Sequence Length:** 8192 tokens +- **Number of Classes:** 550 classes + + + + +### Model Sources + +- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) +- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) +- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) + +### Model Labels +| Label | Examples | +|:--------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| Lab Grown Diamond Scheme | | +| IMAGE Infrastructure | | +| Indian Bank Annual Reports | | +| Centralized Pension Processing Centre | | +| Working Capital | | +| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | | +| Quick Contact | | +| Say No to Queues and Yes to Fastag!!!!! | | +| Security | | +| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | | +| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | +| IB CORP SB Payroll Package Scheme for Salaried Class | | +| Nodal Officers- Customer service | | +| Welfare of Minorities | | +| Investor Grievances | | +| External Sites | | +| Corporate Loan | | +| Head Office Departments | | +| INDIAN BANK MUTUAL FUND | | +| IND SAMPOORNA SALARY PACKAGE | | +| Investor Relations | | +| Annual General Meeting | | +| CONTACTS FOR QUERIES | | +| Point of Sale (PoS) | | +| IB Gen X – For the Vibrant Youth | | +| IB Gen X For the Vibrant Youth | | +| IB Corp SB – Payroll Package Scheme for Salaried Class | | +| LOAN AGAINST LEASE RENTALS | | +| Savings Bank Account for Pensioners | | +| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) + | | +| Applications supported by Blocked Amount (ASBA) | | +| Ind Jet Remit (RTGS) | | +| IND Krishi Vaahan | | +| Joint Liability Group (JLG) | | +| Whistle Blower Policy | | +| Sukanya Samriddhi Account | | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | +| IB Home Improve | | +| How-to Videos Mobile Banking | | +| Retail Loans_Credit Card | | +| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | | +| Important Contacts | | +| Sukanya Samriddhi Account Scheme | | +| Interest Rates on Personal Segment Loan Products: Floating | | +| Lending rates for Retail Assets | | +| Specialist Officers Exam Result (SO) | | +| IB i-Freedom Current Account | | +| Derivatives | | +| IND-SME E-VAAHAN | | +| Variable Recurring Deposit | | +| Loan/OD/Credit Card against Deposit | | +| Customer On-Boarding using TAB | | +| IB Smart Kid | | +| Credit Cards | | +| Online Collection Products | | +| BE Safe in Your Cyber Behaviour | | +| Personal Loan | | +| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | | +| NRI Plot Loan | | +| Doorstep Banking: Your Convenience, Our Priority | | +| IB MSME Jewel Loan | | +| SB for IND PFMS & SB for Central/State Government/Consular Offices | | +| IND SUPREME 300 DAYS | | +| e Payment of Direct Taxes | | +| IND COURT | | +| Re-KYC: Periodic Update of KYC Details | | +| Current Account | | +| Investors Services Center | | +| MD & CEO Speeches / Media Interaction | | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | +| Forex Remittance Facility through Internet Banking- Retail | | +| E Confirmation of Bank Guarantee | | +| WORKING CAPITAL | | +| Home Loans: A Strategic Move to Preserve Your Savings | | +| The Convenience Revolution: Mobile Banking Explained | | +| Lending rates for Export Credit | | +| IB COMFORT- DOMESTIC AND NRE | | +| IB Salaam Special Account for Defence Personnel | | +| General Managers | | +| Chief Vigilance Officer | | +| Foreign Branches | | +| Indian Bank Financial Results | | +| Statutory Central Auditors | | +| Executive Director’s Profile | | +| IB Vidyarthi Suraksha (With PNB-Metlife) | | +| IND GURUDEV (Auto Sweep & SMS Alert) | | +| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | | +| NRE FD/ MMD/ RD ACCOUNTS | | +| Jaffna Branch | | +| Add to your Financial Stability with IND Shakti 555 days | | +| IND-SURYA SHAKTI | | +| IND-SME EASE | | +| MACT SB | | +| Merchant UPI QR Code | | +| Find the Best Avenues for Tax Savings with Indian Bank | | +| Agriculture Loan | | +| Non-Resident Ordinary Account | | +| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | | +| MSME | | +| IB Produce Marketing Loan Loan Against eNWRs | | +| Subsidiaries and Joint Ventures | | +| How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | | +| Login Procedure for Internet Banking | | +| Supply Chain Finance | | +| IB RERA CURRENT ACCOUNT | | +| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | | +| TERM LOAN | | +| NRI Home Loan | | +| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | | +| Recurring Deposit | | +| IB TAX SAVER SCHEME | | +| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | | +| Ind Mortgage | | +| Tap, Pay and Go: RuPay NCMC Card | | +| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| Application Downloads | | +| IB Kishore Savings Bank Account for Minors | | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | | +| Annual Reports | | +| Service Charges | | +| MCA Payment | | +| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | +| IndOASIS Checksum | | +| Terms and Conditions Indian Bank Digital Rupee | | +| Corporate credit | | +| Important Notices to Shareholders / Bondholders | | +| MSME LAP | | +| Education Loan Subsidy Schemes | | +| CORPORATE LOAN | | +| Welcome aboard! | | +| Interest Rates for Small Savings Schemes | | +| RECURRING DEPOSIT | | +| Bank’s Profile | | +| Welcome to a New Year of Good Returns with Ind-Swagat | | +| Positive Pay System (PPS) | | +| Corporate Social Responsiblity | | +| Ind Lakhpati Didi Scheme | | +| Privacy Policy IndOASIS | | +| Bharat Aadhaar Seeding Enabler | | +| MONEY MULTIPLIER DEPOSITS | | +| What’s New? | | +| OD against Gold Jewels | | +| Indian Bank One Co-Branded Credit Card | | +| Pre Approved Business Loan | | +| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | | +| IndOASIS Terms and Conditions | | +| Online Loans | | +| Awards & Accolades | | +| Money multiplier Deposits | | +| Bank’s Profile | | +| Nodal Officers_Ombudsman Scheme,2022 | | +| IND – PM Vishwakarma | | +| Best Practices code of the Bank | | +| Home Loan | | +| e-Allahabad Bank Journey | | +| MSME Loans_MSME Loan Renewal | | +| One Time Settlement for NPA Borrowers (eOTS) | | +| Ind QwikCollect | | +| Shareholding Pattern | | +| Credit Life Insurance Coverages in Association with M/s. Kotak Life | | +| NETC FASTag | | +| Annual General Meetings and Extraordinary General Meetings | | +| Disclaimer | | +| Online Services | | +| Login procedure for Mobile Banking | | +| Interest Rates on SB / NRO / NRE Accounts | | +| e-OD Against Deposit | | +| Managing Director & CEO’s Profile | | +| “New SB Product for Pensioners” IND PENSION PRIME | | +| DEAF Transaction List | | +| SB Platinum – Savings Bank Platinum Account | | +| e Payment of Indirect Taxes | | +| Empanelments / Engagements | | +| IB RERA Current Account | | +| IMPORTANT TERMS AND CONDITIONS CA | | +| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | | +| Tenders / Auction | | +| SMS Banking/ Missed Call Service | | +| Corporate Governance | | +| V-CIP | | +| Interest Rates on Personal Segment Loan Products Fixed | | +| KCC Gold Plus | | +| IMAGE Training Philosophy | | +| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | | +| IB Vehicle Loan | | +| IND PM Vishwakarma | | +| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | | +| IND MSME VEHICLE | | +| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | | +| F.A.Qs | | +| IND NAVYA | | +| Customer Centric Services | | +| Debenture Trustee | | +| IMAGE Email Id’s | | +| IND Micro Food Processing Enterprises- (PMFME) | | +| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | | +| FCNR (B) Accounts | | +| Debit Cards | | +| IB Education Loan (IBA) | | +| PMMY-MUDRA-Tarun Plus | | +| SB for students under govt scholarship & SB for DBT | | +| Don’t Be a Money Mule: Protect Yourself from Fraud | | +| Press Releases | | +| SB Platinum Savings Bank Platinum Account with Sweep facility | | +| FIXED DEPOSIT | | +| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | | +| Capital Gains SB account | | +| Internet/Mobile/Tele Banking | | +| Investor / Analyst Presentation | | +| Retail Loans_Vehicle Loan | | +| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | | +| Media Speaks | | +| IB MY OWN SHOP | | +| Block Lost ATM Card | | +| BHIM Aadhaar Pay | | +| Financial Results | | +| Short Term Deposits | | +| What is a Credit Score and How it Shapes Financial Health | | +| Lending rates | | +| IND GURUDEV | | +| IB Doctor Plus | | +| NRE SB ACCOUNTS | | +| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | | +| Indbank Merchant Banking - Online share trading | | +| IB Tradewell | | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | +| NRI A/cs | | +| KCC Marine Gold Scheme | | +| Life Insurance | | +| IND EQUIPMENT & WHEELS (CE/CV) scheme | | +| SHG Bank Linkage Programme Direct Linkage to SHGs | | +| Home Loan to Corporate Entity | | +| Policies and Regulations | | +| IndSMART | | +| IB HOME ENRICH | | +| United India Insurance Company | | +| Doorstep Banking | | +| Tab Banking | | +| IND Professional Special | | +| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | | +| IMAGE Principal’s Message | | +| Forex Rates for Treasury | | +| Death Claim Settlement | | +| Another Option for Pension | | +| Agricultural Jewel Loan Scheme | | +| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | | +| Digitizing the Indian Banking Experience | | +| IB Mahila Shakti – For Women | | +| Nomination: A Must Have in Your Accounts | | +| Dairy Loan | | +| RFC TERM DEPOSIT Rates | | +| Government Deposit Schemes | | +| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | | +| Privacy Policy Mobile Banking (IndSmart) | | +| IB PROFESSIONAL | | +| IB Tax Saver Scheme | | +| Lending rates for RMD | | +| Premium Current Account | | +| Non-Life Insurance | | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS + | | +| Agricultural Godowns / Cold Storage | | +| Account Opening Forms NRI | | +| IB CONTRACTORS | | +| Capital Gains | | +| PSB LOANS IN 59 MINUTES | | +| IND HEALTH CARE | | +| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | | +| Privacy Policy Corporate Merchant App | | +| Frequently Asked Questions Internet Banking and Mobile Banking | | +| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | | +| IB Salaam – Special Account for Defence Personnel | | +| Ind Advantage (Reward Program) | | +| Indian Bank, IFSC Banking Unit, GIFT City | | +| IND SME Secure | | +| MSME AUTO RENEWAL | | +| NPS VATSALYA | | +| Customer care | | +| Term Loan | | +| Indoasis | | +| IMAGE | | +| First Quarter Financial Results 2024-25 | | +| SHORT TERM DEPOSITS | | +| IND SUPER 400 DAYS | | +| Notifications | | +| Tarun Plus Scheme | | +| Financial Inclusion in India: Filling the Void | | +| IMAGE | | +| IB Loan against Sovereign Gold Bond | | +| National Common Mobility Card (NCMC) | | +| Business Responsibility and Sustainability Report | | +| Digital Insurance Platform | | +| IB Kishore – Savings Bank Account for Minors | | +| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | | +| Chief General Managers | | +| Careers | | +| Privacy Policy IB Merchant App | | +| IND Corp SB – Elite (Payroll Package Scheme) | | +| Weaver MUDRA | | +| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | +| SHG Bank Linkage Programme – Direct Linkage to SHGs | | +| WhatsApp Banking | | +| IB Arogya Raksha – Portability Options for existing customers | | +| Agri Clinic and Agri Business Centres | | +| Financial Inclusion | | +| Colombo Branch | | +| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | | +| IND Millionaire Recurring Deposit Account NRE | | +| Termination Clause Mobile Banking (IndSmart) | | +| Savings Bank Account | | +| E-ALLAHABAD BANK | | +| Service Charges / Forex Rates | | +| Digital Banking Unit: Shaping the Financial Future of India | | +| IB HARIT | | +| Reverse Mortgage | | +| Savings Bank Accounts – Terms & Conditions | | +| IND Non-Callable Deposit | | +| Resident Foreign Currency account for Returning Indians | | +| Access Restricted | | +| IB Mahila Shakti For Women | | +| Indian Bank Prepaid Card App Terms and Conditions | | +| Wealth Management Services | | +| e-OD Against Deposit + | | +| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | | +| ATM / Debit Cards | | +| VARIABLE RECURRING DEPOSIT | | +| Fixed Deposit | | +| Block Lost Credit Card | | +| Service Charges on ATM Services | | +| Extraordinary General Meetings | | +| How-to Videos Internet Banking | | +| BSBDA and Small Account | | +| NRI and Forex | | +| Regulatory Disclosures Section | | +| Interest Rate for Agri Products | | +| MSME AUTO – RENEWAL | | +| IB Home Loan Flexi | | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | | +| BSBDA AND SMALL ACCOUNT | | +| FCNR (B) DEPOSITS Rates | | +| Salary Loan IB Clean Loan to Salaried Class | | +| IMAGE Contact Us | | +| Disclosures | | +| Privacy Policy Digital Currency | | +| What and How of Phishing | | +| Services rendered free of charge | | +| Disclosures made to Stock Exchanges | | +| Food and Agro Processing | | +| ONLINE SHISHU MUDRA LOAN | | +| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | | +| NEFT | | +| N R I / Foreign Exchange | | +| Indian Bank Debit Card Shopping Perks | | +| Common Account Opening Form-Non Individuals | | +| Event Updates/ Newspaper Advertisement | | +| SOVA Android Trojan ALERT!! | | +| Fixed ROI for Retail Loans | | +| Audio/ Video Recording/Concall Transcripts | | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | +| IB Home Loan | | +| Re-KYC (based on declaration) | | +| Defending Against Rising Online Frauds: Stay Cyber-Safe! | | +| IND GST ADVANTAGE | | +| IB Pension Loan | | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) + | | +| Units of IMAGE | | +| Customer Complaints / Awareness | | +| Investor Guide / FAQ | | +| Mutual Funds, IPO, Demat & Trading | | +| NRI INFO BEAM Monthly Newsletter | | +| New SB Product for Salaried Customers IND SALARY SURAKSHA | | +| Ind Netbanking | | +| Policy on Related Party Transactions | | +| Kisan Credit Card (KCC) | | +| Amalgamation | | +| Booklet on Digital Products & services | | +| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | | +| REPO Based Lending Rate for MSME | | +| Image | | +| Featured Products / Services / Schemes | | +| Special Non-Resident Rupee Account (SNRR) | | +| Open Online Account with Video-Based Customer Identification Process (V- CIP) | | +| IB Home Loan Plus | | +| Analyst Coverage on Bank’s Share Price | | +| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | | +| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | | +| IMPORTANT TERMS AND CONDITIONS SB | | +| SELF HELP GROUP (SHG) SHAKTI | | +| Premium Services | | +| New SB Product for Salaried Customers IND SALARY SURAKSHA + | | +| Designated Authority for Whistle Blower Complaints | | +| IND Rupee Gain | | +| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | | +| IB Sammaan | | +| New Pension Scheme as an avenue for Tax Savings | | +| Dividend Details | | +| Corporate Blog | | +| Corporate Governance Reports | | +| PM Surya Ghar: Muft Bijli Yojna | | +| Current Account – Minimum Balance Requirement | | +| Jewel Loan | | +| Account Balance | | +| Vision and Mission | | +| IB Plot Loan | | +| Positive Pay Syatem(PPS) | | +| Internet banking | | +| Board of Directors | | +| Customer Complaint/Awareness | | +| Policy on Determining Material Subsidiary | | +| CAMS-CRA_Standing Instructions | | +| Nodal Officers - Cusomer service | | +| IB Golden Ager Term Deposit Product for Super Senior Citizens | | +| Debit card | | +| MSME Loans_Pre Approved Bussiness Loan | | +| IND MSME SAKHI | | +| Deposit Rates | | +| Helpline for Women in Distress - 7827170170 | | +| IMAGE Computer Centre | | +| QIP WEBSITE DISCLAIMER | | +| Aadhar enrolment / correction form | | +| Terms and Conditions – Indian Bank Digital Rupee | | +| Details of Outstanding Tier 1 and Tier 2 Bonds | | +| MSME Loans_Shishu Mudra Loan | | +| IndSMART Mobile Banking App Checksum | | +| Remittance To India | | +| Retail Loans_Home Loan | | +| Corporate Credit | | +| Retail Loans_OD/Term Loan/Credit Card Against Deposit | | +| IB CORP SB – Payroll package scheme for salaried class | | +| CAMS-CRA_Subscription | | +| ATM/Debit Cards | | +| Cyber Awareness Content | | +| Cyber crime / Unauthorized transaction | | +| Privacy Policy for SoftPos | | +| IndSMART: Indian Bank’s Omni channel Mobile App | | +| NRE and RFC SB interest Rates | | +| ECSNoticetoCustomers(Pdf) | | +| RBI Monetory Museum Bank Notes and Security Features | | +| Mobile Banking | | +| Education loan | | +| IB –COMFORT- DOMESTIC AND NRE | | +| Reserve Bank Of India | | +| IndSMART: Indian Bank’s Omni channel Mobile App | | +| CAMS-CRA_Registration | | +| Jewel Loan appointment | | +| Tamil Nadu Grama Bank | | +| IB Education Loan (IBA | | +| Recovery Agents Empaneled / Engaged by bank(Eng) | | +| Analyst Coverage | | +| Helpline for Women in Distress - 7827170172 | | +| Queries / Feedback | | +| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | | +| BHIM AADHAAR PAY | | +| Coin vending machines(CVMs) location in chennai | | +| Saptagiri Grameena Bank | | +| Security Alert (Hindi) | | +| IB Golden Ager – Term Deposit Product for Super Senior Citizens | | +| History | | +| IMPORTANT TERMS AND CONDITIONS – SB | | +| “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| ED's Profile | | +| Small Farmers' Agri-Business Consortium | | +| Customer Complaint/Awareness_Cyber Awareness Content | | +| Electronic BG Benificiary video | | +| Model Supplementary safe deposit locker agreenment | | +| Customer Complaint/UEBT | | +| IMPORTANT TERMS AND CONDITIONS – CA | | +| Statement | | +| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD) + | | +| E-Shopping | | +| Mobile Banking/Internet Banking | | +| Policy on Co-Lending by Bank and NBFCs/HFCs +to priority sectors | | +| SB Platinum – Savings Bank Platinum Account with Sweep facility | | +| Life Insurance Corporation Of India | | +| Internet Banking | | +| MD & CEO's Profile | | +| Dealing Dishonour of cheques | | +| e Allahabad Bank Journey | | +| Policy on Determination and disclosure of material events / information | | +| “New SB Product for Pensionersâ€ IND PENSION PRIME | | +| Lending Rates | | +| RuPay Key Chain | | +| Vehicle loan | | +| Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | | +| BCSBI - Code of Bank’s Commitment +to Customers | | +| QIP | | +| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | | +| DRAT & DRT NODAL AND LIAISON Officers | | +| Salary Loan – IB Clean Loan to Salaried Class | | +| Add to your Financial Stability – with IND Shakti 555 days | | +| Debit Card | | +| SELF HELP GROUP (SHG) – SHAKTI | | +| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| Agri Loans_KCC Renewal | | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | | +| Savings Bank | | +| Personal loan | | +| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | | +| UPI through USSD(Hin) | | +| Quick Contacts | | +| UPI through USSD(Eng) | | +| Model Revised safe deposit locker agreenment | | +| Education Loan – Subsidy Schemes | | +| Protean-CRA | | +| CITIZENS’ CHARTER | | +| Services | | +| CGRS | | +| Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings | | +| Deposit Interest Certificate | | +| Policy Guidelines on Empanelment of Valuers | | +| Block all channels | | +| Agri Loans_Agri Jewel Loan(Fresh) | | +| Managing Director & CEO’s Profile | | +| LOAN AGAINST LEASE RENTALS(IB RENTAL) | | +| Digital Personal Data Protection Policy +(Eng) | | +| Debt Restructuring Mechanism for SMEs | | +| Covering letter to be obtained from the customers currently holding lockers | | +| Mini Statement | | +| IB Produce Marketing Loan – Loan Against eNWRs | | +| IND SWAGAT - Online Term Deposit Opening | | +| SHG GRIHALAKSHMI (Housing loan to SHG Members) | | +| Banking Ombudsman 2021 | | +| Puduvai Bharathiar Grama Bank | | +| Services rendered free of charge + | | +| Fair Lending Practices Code | | +| Life Certificate | | +| IB – Sammaan | | +| IB Home ENRICH | | +| NABARD | | +| Statutory Central Auditors(SCAs) for the year 2023-24- valid up to 2024-25(English) | | +| Term Deposit | | +| Positive Pay System | | +| Online Interest Certificate | | +| Investors | | +| Deposit Insurance & Credit Guarantee Corp.. | | +| Centralized Pension processing Centre | | +| IndSmart | | +| Interest Rate for agri Products | | +| Retail Loans_Overdraft against Insurance | | +| MSME Loans_Download_Sanction terms/Condition | | +| Rajbhasha | | +| Online Locker Facility | | +| Request a Call Back | | +| Nodal Officers_Ombudsman Scheme,2021 | | +| Account Statement By email | | +| IND Millionaire Recurring Deposit Account – NRE | | +| Aadhar enrolment / correction form(Hindi) | | +| Policy for Social Media | | +| Profile Updation | | +| Retail Loans_Pre Approved Personal Loan | | +| Aadhaar Seeding Online | | + +## Evaluation + +### Metrics +| Label | Accuracy | +|:--------|:---------| +| **all** | 0.7559 | + +## Uses + +### Direct Use for Inference + +First install the SetFit library: + +```bash +pip install setfit +``` + +Then you can load this model and run inference. + +```python +from setfit import SetFitModel + +# Download from the 🤗 Hub +model = SetFitModel.from_pretrained("kneau007/my-classifier-5") +# Run inference +preds = model("What do E-learning Modules teach about online bill payments?") +``` + + + + + + + + + +## Training Details + +### Training Set Metrics +| Training set | Min | Median | Max | +|:-------------|:----|:--------|:----| +| Word count | 1 | 10.1722 | 23 | + +| Label | Training Sample Count | +|:--------------------------------------------------------------------------------------------------------------------------------------|:----------------------| +| ATM / Debit Cards | 30 | +| ATM/Debit Cards | 2 | +| Aadhaar Seeding Online | 1 | +| Aadhar enrolment / correction form | 2 | +| Aadhar enrolment / correction form(Hindi) | 1 | +| Access Restricted | 27 | +| Account Balance | 1 | +| Account Opening Forms NRI | 23 | +| Account Statement By email | 1 | +| Add to your Financial Stability with IND Shakti 555 days | 25 | +| Add to your Financial Stability – with IND Shakti 555 days | 1 | +| Agri Clinic and Agri Business Centres | 31 | +| Agri Loans_Agri Jewel Loan(Fresh) | 1 | +| Agri Loans_KCC Renewal | 1 | +| Agricultural Godowns / Cold Storage | 27 | +| Agricultural Jewel Loan Scheme | 30 | +| Agriculture Loan | 25 | +| Amalgamation | 28 | +| Analyst Coverage | 1 | +| Analyst Coverage on Bank’s Share Price | 25 | +| Annual General Meeting | 27 | +| Annual General Meetings and Extraordinary General Meetings | 21 | +| Annual Reports | 23 | +| Another Option for Pension | 27 | +| Application Downloads | 28 | +| Applications supported by Blocked Amount (ASBA) | 28 | +| Audio/ Video Recording/Concall Transcripts | 25 | +| Awards & Accolades | 25 | +| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 26 | +| Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings | 1 | +| BCSBI - Code of Bank’s Commitment +to Customers | 1 | +| BE Safe in Your Cyber Behaviour | 25 | +| BHIM AADHAAR PAY | 1 | +| BHIM Aadhaar Pay | 27 | +| BSBDA AND SMALL ACCOUNT | 28 | +| BSBDA and Small Account | 32 | +| Banking Ombudsman 2021 | 1 | +| Bank’s Profile | 9 | +| Bank’s Profile | 30 | +| Best Practices code of the Bank | 30 | +| Bharat Aadhaar Seeding Enabler | 26 | +| Block Lost ATM Card | 24 | +| Block Lost Credit Card | 25 | +| Block all channels | 2 | +| Board of Directors | 29 | +| Booklet on Digital Products & services | 2 | +| Business Responsibility and Sustainability Report | 23 | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | 20 | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS + | 4 | +| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | 18 | +| CAMS-CRA_Registration | 2 | +| CAMS-CRA_Standing Instructions | 2 | +| CAMS-CRA_Subscription | 2 | +| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 29 | +| CGRS | 1 | +| CITIZENS’ CHARTER | 1 | +| CONTACTS FOR QUERIES | 21 | +| CORPORATE LOAN | 25 | +| Capital Gains | 41 | +| Capital Gains SB account | 47 | +| Careers | 26 | +| Centralized Pension Processing Centre | 29 | +| Centralized Pension processing Centre | 1 | +| Chief General Managers | 24 | +| Chief Vigilance Officer | 22 | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 29 | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | 2 | +| Coin vending machines(CVMs) location in chennai | 2 | +| Colombo Branch | 28 | +| Common Account Opening Form-Non Individuals | 26 | +| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 29 | +| Corporate Blog | 25 | +| Corporate Credit | 17 | +| Corporate Governance | 30 | +| Corporate Governance Reports | 20 | +| Corporate Loan | 17 | +| Corporate Social Responsiblity | 26 | +| Corporate credit | 29 | +| Covering letter to be obtained from the customers currently holding lockers | 1 | +| Credit Cards | 34 | +| Credit Life Insurance Coverages in Association with M/s. Kotak Life | 28 | +| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 25 | +| Current Account | 31 | +| Current Account – Minimum Balance Requirement | 15 | +| Customer Centric Services | 26 | +| Customer Complaint/Awareness | 1 | +| Customer Complaint/Awareness_Cyber Awareness Content | 2 | +| Customer Complaint/UEBT | 1 | +| Customer Complaints / Awareness | 27 | +| Customer On-Boarding using TAB | 63 | +| Customer care | 4 | +| Cyber Awareness Content | 27 | +| Cyber crime / Unauthorized transaction | 2 | +| DEAF Transaction List | 26 | +| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 26 | +| DRAT & DRT NODAL AND LIAISON Officers | 1 | +| Dairy Loan | 27 | +| Dealing Dishonour of cheques | 1 | +| Death Claim Settlement | 26 | +| Debenture Trustee | 25 | +| Debit Card | 2 | +| Debit Cards | 26 | +| Debit card | 2 | +| Debt Restructuring Mechanism for SMEs | 1 | +| Defending Against Rising Online Frauds: Stay Cyber-Safe! | 30 | +| Deposit Insurance & Credit Guarantee Corp.. | 1 | +| Deposit Interest Certificate | 1 | +| Deposit Rates | 29 | +| Derivatives | 44 | +| Designated Authority for Whistle Blower Complaints | 28 | +| Details of Outstanding Tier 1 and Tier 2 Bonds | 30 | +| Digital Banking Unit: Shaping the Financial Future of India | 23 | +| Digital Insurance Platform | 26 | +| Digital Personal Data Protection Policy +(Eng) | 1 | +| Digitizing the Indian Banking Experience | 28 | +| Disclaimer | 27 | +| Disclosures | 24 | +| Disclosures made to Stock Exchanges | 25 | +| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | 1 | +| Dividend Details | 25 | +| Don’t Be a Money Mule: Protect Yourself from Fraud | 27 | +| Doorstep Banking | 30 | +| Doorstep Banking: Your Convenience, Our Priority | 27 | +| E Confirmation of Bank Guarantee | 29 | +| E-ALLAHABAD BANK | 21 | +| E-Shopping | 2 | +| ECSNoticetoCustomers(Pdf) | 1 | +| ED's Profile | 1 | +| Education Loan Subsidy Schemes | 23 | +| Education Loan – Subsidy Schemes | 2 | +| Education loan | 4 | +| Electronic BG Benificiary video | 1 | +| Empanelments / Engagements | 32 | +| Event Updates/ Newspaper Advertisement | 24 | +| Executive Director’s Profile | 24 | +| External Sites | 29 | +| Extraordinary General Meetings | 22 | +| F.A.Qs | 29 | +| FCNR (B) Accounts | 27 | +| FCNR (B) DEPOSITS Rates | 24 | +| FIXED DEPOSIT | 17 | +| Fair Lending Practices Code | 1 | +| Featured Products / Services / Schemes | 22 | +| Financial Inclusion | 26 | +| Financial Inclusion in India: Filling the Void | 27 | +| Financial Results | 28 | +| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 27 | +| Find the Best Avenues for Tax Savings with Indian Bank | 26 | +| First Quarter Financial Results 2024-25 | 25 | +| Fixed Deposit | 32 | +| Fixed ROI for Retail Loans | 26 | +| Food and Agro Processing | 27 | +| Foreign Branches | 27 | +| Forex Rates for Treasury | 22 | +| Forex Remittance Facility through Internet Banking- Retail | 24 | +| Frequently Asked Questions Internet Banking and Mobile Banking | 27 | +| General Managers | 27 | +| Government Deposit Schemes | 26 | +| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 24 | +| Head Office Departments | 30 | +| Helpline for Women in Distress - 7827170170 | 1 | +| Helpline for Women in Distress - 7827170172 | 1 | +| History | 1 | +| Home Loan | 7 | +| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 23 | +| Home Loan to Corporate Entity | 26 | +| Home Loans: A Strategic Move to Preserve Your Savings | 27 | +| How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | 23 | +| How-to Videos Internet Banking | 24 | +| How-to Videos Mobile Banking | 25 | +| IB Arogya Raksha – Portability Options for existing customers | 2 | +| IB COMFORT- DOMESTIC AND NRE | 23 | +| IB CONTRACTORS | 42 | +| IB CORP SB Payroll Package Scheme for Salaried Class | 28 | +| IB CORP SB – Payroll package scheme for salaried class | 4 | +| IB Corp SB – Payroll Package Scheme for Salaried Class | 18 | +| IB Doctor Plus | 45 | +| IB Education Loan (IBA | 1 | +| IB Education Loan (IBA) | 22 | +| IB Gen X For the Vibrant Youth | 26 | +| IB Gen X – For the Vibrant Youth | 35 | +| IB Golden Ager Term Deposit Product for Super Senior Citizens | 26 | +| IB Golden Ager – Term Deposit Product for Super Senior Citizens | 2 | +| IB HARIT | 56 | +| IB HOME ENRICH | 27 | +| IB Home ENRICH | 1 | +| IB Home Improve | 26 | +| IB Home Loan | 29 | +| IB Home Loan Flexi | 25 | +| IB Home Loan Plus | 28 | +| IB Kishore Savings Bank Account for Minors | 25 | +| IB Kishore – Savings Bank Account for Minors | 29 | +| IB Loan against Sovereign Gold Bond | 30 | +| IB MSME Jewel Loan | 44 | +| IB MY OWN SHOP | 40 | +| IB Mahila Shakti For Women | 46 | +| IB Mahila Shakti – For Women | 16 | +| IB PROFESSIONAL | 63 | +| IB Pension Loan | 35 | +| IB Plot Loan | 26 | +| IB Produce Marketing Loan Loan Against eNWRs | 29 | +| IB Produce Marketing Loan – Loan Against eNWRs | 1 | +| IB RERA CURRENT ACCOUNT | 16 | +| IB RERA Current Account | 28 | +| IB Salaam Special Account for Defence Personnel | 23 | +| IB Salaam – Special Account for Defence Personnel | 37 | +| IB Sammaan | 39 | +| IB Smart Kid | 48 | +| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 30 | +| IB TAX SAVER SCHEME | 14 | +| IB Tax Saver Scheme | 26 | +| IB Tradewell | 45 | +| IB Vehicle Loan | 26 | +| IB Vidyarthi Suraksha (With PNB-Metlife) | 28 | +| IB i-Freedom Current Account | 47 | +| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | 17 | +| IB – Sammaan | 3 | +| IB –COMFORT- DOMESTIC AND NRE | 2 | +| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 22 | +| IMAGE | 34 | +| IMAGE | 2 | +| IMAGE Computer Centre | 27 | +| IMAGE Contact Us | 20 | +| IMAGE Email Id’s | 23 | +| IMAGE Infrastructure | 26 | +| IMAGE Principal’s Message | 21 | +| IMAGE Training Philosophy | 22 | +| IMPORTANT TERMS AND CONDITIONS CA | 21 | +| IMPORTANT TERMS AND CONDITIONS SB | 24 | +| IMPORTANT TERMS AND CONDITIONS – CA | 4 | +| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | 15 | +| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | 15 | +| IMPORTANT TERMS AND CONDITIONS – SB | 2 | +| IND COURT | 29 | +| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 1 | +| IND Corp SB – Elite (Payroll Package Scheme) | 18 | +| IND EQUIPMENT & WHEELS (CE/CV) scheme | 26 | +| IND GST ADVANTAGE | 45 | +| IND GURUDEV | 27 | +| IND GURUDEV (Auto Sweep & SMS Alert) | 18 | +| IND HEALTH CARE | 28 | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 24 | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) + | 1 | +| IND Krishi Vaahan | 29 | +| IND MSME SAKHI | 42 | +| IND MSME VEHICLE | 46 | +| IND Micro Food Processing Enterprises- (PMFME) | 33 | +| IND Millionaire Recurring Deposit Account NRE | 28 | +| IND Millionaire Recurring Deposit Account – NRE | 2 | +| IND NAVYA | 27 | +| IND Non-Callable Deposit | 30 | +| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 29 | +| IND PM Vishwakarma | 26 | +| IND Professional Special | 20 | +| IND Rupee Gain | 23 | +| IND SAMPOORNA SALARY PACKAGE | 44 | +| IND SME Secure | 39 | +| IND SUPER 400 DAYS | 22 | +| IND SUPREME 300 DAYS | 27 | +| IND SWAGAT - Online Term Deposit Opening | 2 | +| IND – PM Vishwakarma | 21 | +| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 27 | +| IND-SME E-VAAHAN | 45 | +| IND-SME EASE | 37 | +| IND-SURYA SHAKTI | 47 | +| INDIAN BANK MUTUAL FUND | 28 | +| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD) + | 2 | +| Image | 1 | +| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 24 | +| Important Contacts | 28 | +| Important Notices to Shareholders / Bondholders | 26 | +| Ind Advantage (Reward Program) | 23 | +| Ind Jet Remit (RTGS) | 26 | +| Ind Lakhpati Didi Scheme | 25 | +| Ind Mortgage | 27 | +| Ind Netbanking | 24 | +| Ind QwikCollect | 1 | +| IndOASIS Checksum | 24 | +| IndOASIS Terms and Conditions | 20 | +| IndSMART | 24 | +| IndSMART Mobile Banking App Checksum | 21 | +| IndSMART: Indian Bank’s Omni channel Mobile App | 1 | +| IndSMART: Indian Bank’s Omni channel Mobile App | 26 | +| IndSmart | 2 | +| Indbank Merchant Banking - Online share trading | 1 | +| Indian Bank Annual Reports | 23 | +| Indian Bank Debit Card Shopping Perks | 26 | +| Indian Bank Financial Results | 24 | +| Indian Bank One Co-Branded Credit Card | 23 | +| Indian Bank Prepaid Card App Terms and Conditions | 24 | +| Indian Bank, IFSC Banking Unit, GIFT City | 26 | +| Indoasis | 1 | +| Interest Rate for Agri Products | 21 | +| Interest Rate for agri Products | 1 | +| Interest Rates for Small Savings Schemes | 31 | +| Interest Rates on Personal Segment Loan Products Fixed | 22 | +| Interest Rates on Personal Segment Loan Products: Floating | 26 | +| Interest Rates on SB / NRO / NRE Accounts | 27 | +| Internet Banking | 2 | +| Internet banking | 25 | +| Internet/Mobile/Tele Banking | 27 | +| Investor / Analyst Presentation | 24 | +| Investor Grievances | 25 | +| Investor Guide / FAQ | 26 | +| Investor Relations | 24 | +| Investors | 1 | +| Investors Services Center | 22 | +| Jaffna Branch | 28 | +| Jewel Loan | 26 | +| Jewel Loan appointment | 1 | +| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 24 | +| Joint Liability Group (JLG) | 28 | +| KCC Gold Plus | 27 | +| KCC Marine Gold Scheme | 26 | +| Kisan Credit Card (KCC) | 28 | +| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 27 | +| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | 2 | +| LOAN AGAINST LEASE RENTALS | 20 | +| LOAN AGAINST LEASE RENTALS(IB RENTAL) | 2 | +| Lab Grown Diamond Scheme | 57 | +| Lending Rates | 2 | +| Lending rates | 27 | +| Lending rates for Export Credit | 25 | +| Lending rates for RMD | 24 | +| Lending rates for Retail Assets | 23 | +| Life Certificate | 2 | +| Life Insurance | 27 | +| Life Insurance Corporation Of India | 1 | +| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 27 | +| Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | 1 | +| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | 25 | +| Loan/OD/Credit Card against Deposit | 24 | +| Login Procedure for Internet Banking | 18 | +| Login procedure for Mobile Banking | 23 | +| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 26 | +| MACT SB | 42 | +| MCA Payment | 27 | +| MD & CEO Speeches / Media Interaction | 26 | +| MD & CEO's Profile | 2 | +| MONEY MULTIPLIER DEPOSITS | 15 | +| MSME | 22 | +| MSME AUTO RENEWAL | 25 | +| MSME AUTO – RENEWAL | 19 | +| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 50 | +| MSME LAP | 44 | +| MSME Loans_Download_Sanction terms/Condition | 1 | +| MSME Loans_MSME Loan Renewal | 1 | +| MSME Loans_Pre Approved Bussiness Loan | 1 | +| MSME Loans_Shishu Mudra Loan | 1 | +| Managing Director & CEO’s Profile | 1 | +| Managing Director & CEO’s Profile | 25 | +| Media Speaks | 26 | +| Merchant UPI QR Code | 32 | +| Mini Statement | 1 | +| Mobile Banking | 4 | +| Mobile Banking/Internet Banking | 2 | +| Model Revised safe deposit locker agreenment | 1 | +| Model Supplementary safe deposit locker agreenment | 1 | +| Money multiplier Deposits | 29 | +| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 27 | +| Mutual Funds, IPO, Demat & Trading | 2 | +| N R I / Foreign Exchange | 24 | +| NABARD | 1 | +| NEFT | 27 | +| NETC FASTag | 26 | +| NPS VATSALYA | 30 | +| NRE FD/ MMD/ RD ACCOUNTS | 26 | +| NRE SB ACCOUNTS | 27 | +| NRE and RFC SB interest Rates | 23 | +| NRI A/cs | 26 | +| NRI Home Loan | 28 | +| NRI INFO BEAM Monthly Newsletter | 26 | +| NRI Plot Loan | 30 | +| NRI and Forex | 26 | +| National Common Mobility Card (NCMC) | 27 | +| New Pension Scheme as an avenue for Tax Savings | 25 | +| New SB Product for Salaried Customers IND SALARY SURAKSHA | 21 | +| New SB Product for Salaried Customers IND SALARY SURAKSHA + | 4 | +| Nodal Officers - Cusomer service | 2 | +| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 25 | +| Nodal Officers- Customer service | 28 | +| Nodal Officers_Ombudsman Scheme,2021 | 1 | +| Nodal Officers_Ombudsman Scheme,2022 | 25 | +| Nomination: A Must Have in Your Accounts | 27 | +| Non-Life Insurance | 25 | +| Non-Resident Ordinary Account | 26 | +| Notifications | 28 | +| OD against Gold Jewels | 27 | +| ONLINE SHISHU MUDRA LOAN | 49 | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | 1 | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 24 | +| One Time Settlement for NPA Borrowers (eOTS) | 26 | +| Online Collection Products | 29 | +| Online Interest Certificate | 1 | +| Online Loans | 31 | +| Online Locker Facility | 1 | +| Online Services | 28 | +| Open Online Account with Video-Based Customer Identification Process (V- CIP) | 27 | +| PM Surya Ghar: Muft Bijli Yojna | 2 | +| PMMY-MUDRA-Tarun Plus | 22 | +| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 29 | +| PSB LOANS IN 59 MINUTES | 42 | +| Personal Loan | 25 | +| Personal loan | 2 | +| Point of Sale (PoS) | 28 | +| Policies and Regulations | 24 | +| Policy Guidelines on Empanelment of Valuers | 1 | +| Policy for Social Media | 1 | +| Policy on Co-Lending by Bank and NBFCs/HFCs +to priority sectors | 2 | +| Policy on Determination and disclosure of material events / information | 1 | +| Policy on Determining Material Subsidiary | 1 | +| Policy on Related Party Transactions | 1 | +| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | 1 | +| Positive Pay Syatem(PPS) | 2 | +| Positive Pay System | 1 | +| Positive Pay System (PPS) | 25 | +| Pre Approved Business Loan | 32 | +| Premium Current Account | 43 | +| Premium Services | 22 | +| Press Releases | 23 | +| Privacy Policy Corporate Merchant App | 22 | +| Privacy Policy Digital Currency | 25 | +| Privacy Policy IB Merchant App | 27 | +| Privacy Policy IndOASIS | 27 | +| Privacy Policy Mobile Banking (IndSmart) | 23 | +| Privacy Policy for SoftPos | 1 | +| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | 2 | +| Profile Updation | 2 | +| Protean-CRA | 2 | +| Puduvai Bharathiar Grama Bank | 1 | +| QIP | 1 | +| QIP WEBSITE DISCLAIMER | 25 | +| Queries / Feedback | 1 | +| Quick Contact | 25 | +| Quick Contacts | 2 | +| RBI Monetory Museum Bank Notes and Security Features | 1 | +| RECURRING DEPOSIT | 15 | +| REPO Based Lending Rate for MSME | 25 | +| RFC TERM DEPOSIT Rates | 24 | +| Rajbhasha | 1 | +| Re-KYC (based on declaration) | 2 | +| Re-KYC: Periodic Update of KYC Details | 31 | +| Recovery Agents Empaneled / Engaged by bank(Eng) | 1 | +| Recurring Deposit | 33 | +| Regulatory Disclosures Section | 23 | +| Remittance To India | 28 | +| Request a Call Back | 1 | +| Reserve Bank Of India | 2 | +| Resident Foreign Currency account for Returning Indians | 28 | +| Retail Loans_Credit Card | 1 | +| Retail Loans_Home Loan | 2 | +| Retail Loans_OD/Term Loan/Credit Card Against Deposit | 1 | +| Retail Loans_Overdraft against Insurance | 1 | +| Retail Loans_Pre Approved Personal Loan | 1 | +| Retail Loans_Vehicle Loan | 2 | +| Reverse Mortgage | 29 | +| RuPay Key Chain | 2 | +| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 42 | +| SB Platinum Savings Bank Platinum Account with Sweep facility | 24 | +| SB Platinum – Savings Bank Platinum Account | 16 | +| SB Platinum – Savings Bank Platinum Account with Sweep facility | 4 | +| SB for IND PFMS & SB for Central/State Government/Consular Offices | 15 | +| SB for students under govt scholarship & SB for DBT | 32 | +| SELF HELP GROUP (SHG) SHAKTI | 26 | +| SELF HELP GROUP (SHG) – SHAKTI | 1 | +| SHG Bank Linkage Programme Direct Linkage to SHGs | 29 | +| SHG Bank Linkage Programme – Direct Linkage to SHGs | 2 | +| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 29 | +| SHG GRIHALAKSHMI (Housing loan to SHG Members) | 2 | +| SHORT TERM DEPOSITS | 8 | +| SMS Banking/ Missed Call Service | 26 | +| SOVA Android Trojan ALERT!! | 28 | +| Salary Loan IB Clean Loan to Salaried Class | 29 | +| Salary Loan – IB Clean Loan to Salaried Class | 1 | +| Saptagiri Grameena Bank | 2 | +| Savings Bank | 2 | +| Savings Bank Account | 29 | +| Savings Bank Account for Pensioners | 24 | +| Savings Bank Accounts – Terms & Conditions | 16 | +| Say No to Queues and Yes to Fastag!!!!! | 21 | +| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 45 | +| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 17 | +| Security | 23 | +| Security Alert (Hindi) | 1 | +| Service Charges | 29 | +| Service Charges / Forex Rates | 24 | +| Service Charges on ATM Services | 26 | +| Services | 1 | +| Services rendered free of charge | 28 | +| Services rendered free of charge + | 1 | +| Shareholding Pattern | 23 | +| Short Term Deposits | 24 | +| Small Farmers' Agri-Business Consortium | 1 | +| Special Non-Resident Rupee Account (SNRR) | 29 | +| Specialist Officers Exam Result (SO) | 20 | +| Statement | 2 | +| Statutory Central Auditors | 29 | +| Statutory Central Auditors(SCAs) for the year 2023-24- valid up to 2024-25(English) | 1 | +| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 25 | +| Subsidiaries and Joint Ventures | 25 | +| Sukanya Samriddhi Account | 24 | +| Sukanya Samriddhi Account Scheme | 25 | +| Supply Chain Finance | 48 | +| TERM LOAN | 33 | +| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | 17 | +| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 32 | +| Tab Banking | 31 | +| Tamil Nadu Grama Bank | 2 | +| Tap, Pay and Go: RuPay NCMC Card | 27 | +| Tarun Plus Scheme | 25 | +| Tenders / Auction | 26 | +| Term Deposit | 2 | +| Term Loan | 17 | +| Termination Clause Mobile Banking (IndSmart) | 23 | +| Terms and Conditions Indian Bank Digital Rupee | 25 | +| Terms and Conditions – Indian Bank Digital Rupee | 2 | +| The Convenience Revolution: Mobile Banking Explained | 26 | +| UPI through USSD(Eng) | 2 | +| UPI through USSD(Hin) | 2 | +| United India Insurance Company | 3 | +| Units of IMAGE | 25 | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 27 | +| V-CIP | 24 | +| VARIABLE RECURRING DEPOSIT | 19 | +| Variable Recurring Deposit | 24 | +| Vehicle loan | 1 | +| Vision and Mission | 32 | +| WORKING CAPITAL | 30 | +| Wealth Management Services | 28 | +| Weaver MUDRA | 42 | +| Welcome aboard! | 28 | +| Welcome to a New Year of Good Returns with Ind-Swagat | 24 | +| Welfare of Minorities | 31 | +| What and How of Phishing | 26 | +| What is a Credit Score and How it Shapes Financial Health | 27 | +| WhatsApp Banking | 28 | +| What’s New? | 29 | +| Whistle Blower Policy | 34 | +| Working Capital | 14 | +| e Allahabad Bank Journey | 2 | +| e Payment of Direct Taxes | 28 | +| e Payment of Indirect Taxes | 24 | +| e-Allahabad Bank Journey | 41 | +| e-OD Against Deposit | 28 | +| e-OD Against Deposit + | 2 | +| “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 2 | +| “New SB Product for Pensionersâ€ IND PENSION PRIME | 1 | +| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 20 | +| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) + | 4 | +| “New SB Product for Pensioners” IND PENSION PRIME | 45 | + +### Training Hyperparameters +- batch_size: (16, 16) +- num_epochs: (1, 1) +- max_steps: -1 +- sampling_strategy: oversampling +- num_iterations: 20 +- body_learning_rate: (2e-05, 2e-05) +- head_learning_rate: 2e-05 +- loss: CosineSimilarityLoss +- distance_metric: cosine_distance +- margin: 0.25 +- end_to_end: False +- use_amp: False +- warmup_proportion: 0.1 +- l2_weight: 0.01 +- seed: 42 +- eval_max_steps: -1 +- load_best_model_at_end: False + +### Training Results +| Epoch | Step | Training Loss | Validation Loss | +|:------:|:-----:|:-------------:|:---------------:| +| 0.0000 | 1 | 0.1752 | - | +| 0.0018 | 50 | 0.1652 | - | +| 0.0037 | 100 | 0.1629 | - | +| 0.0055 | 150 | 0.159 | - | +| 0.0073 | 200 | 0.1504 | - | +| 0.0091 | 250 | 0.1505 | - | +| 0.0110 | 300 | 0.1385 | - | +| 0.0128 | 350 | 0.134 | - | +| 0.0146 | 400 | 0.1284 | - | +| 0.0165 | 450 | 0.1118 | - | +| 0.0183 | 500 | 0.1079 | - | +| 0.0201 | 550 | 0.0978 | - | +| 0.0220 | 600 | 0.0973 | - | +| 0.0238 | 650 | 0.0893 | - | +| 0.0256 | 700 | 0.0817 | - | +| 0.0274 | 750 | 0.0817 | - | +| 0.0293 | 800 | 0.0829 | - | +| 0.0311 | 850 | 0.077 | - | +| 0.0329 | 900 | 0.0749 | - | +| 0.0348 | 950 | 0.0682 | - | +| 0.0366 | 1000 | 0.0758 | - | +| 0.0384 | 1050 | 0.0635 | - | +| 0.0403 | 1100 | 0.0667 | - | +| 0.0421 | 1150 | 0.071 | - | +| 0.0439 | 1200 | 0.0604 | - | +| 0.0457 | 1250 | 0.0671 | - | +| 0.0476 | 1300 | 0.0541 | - | +| 0.0494 | 1350 | 0.0608 | - | +| 0.0512 | 1400 | 0.0567 | - | +| 0.0531 | 1450 | 0.0539 | - | +| 0.0549 | 1500 | 0.0559 | - | +| 0.0567 | 1550 | 0.0488 | - | +| 0.0586 | 1600 | 0.0524 | - | +| 0.0604 | 1650 | 0.0496 | - | +| 0.0622 | 1700 | 0.0508 | - | +| 0.0640 | 1750 | 0.0455 | - | +| 0.0659 | 1800 | 0.0509 | - | +| 0.0677 | 1850 | 0.0405 | - | +| 0.0695 | 1900 | 0.0409 | - | +| 0.0714 | 1950 | 0.0456 | - | +| 0.0732 | 2000 | 0.0395 | - | +| 0.0750 | 2050 | 0.0525 | - | +| 0.0769 | 2100 | 0.037 | - | +| 0.0787 | 2150 | 0.0407 | - | +| 0.0805 | 2200 | 0.0327 | - | +| 0.0823 | 2250 | 0.0324 | - | +| 0.0842 | 2300 | 0.0456 | - | +| 0.0860 | 2350 | 0.035 | - | +| 0.0878 | 2400 | 0.0382 | - | +| 0.0897 | 2450 | 0.0355 | - | +| 0.0915 | 2500 | 0.0377 | - | +| 0.0933 | 2550 | 0.032 | - | +| 0.0952 | 2600 | 0.0343 | - | +| 0.0970 | 2650 | 0.036 | - | +| 0.0988 | 2700 | 0.0313 | - | +| 0.1006 | 2750 | 0.0352 | - | +| 0.1025 | 2800 | 0.0331 | - | +| 0.1043 | 2850 | 0.0351 | - | +| 0.1061 | 2900 | 0.0318 | - | +| 0.1080 | 2950 | 0.0282 | - | +| 0.1098 | 3000 | 0.0347 | - | +| 0.1116 | 3050 | 0.0239 | - | +| 0.1134 | 3100 | 0.0312 | - | +| 0.1153 | 3150 | 0.0298 | - | +| 0.1171 | 3200 | 0.0351 | - | +| 0.1189 | 3250 | 0.0267 | - | +| 0.1208 | 3300 | 0.0218 | - | +| 0.1226 | 3350 | 0.023 | - | +| 0.1244 | 3400 | 0.0253 | - | +| 0.1263 | 3450 | 0.0314 | - | +| 0.1281 | 3500 | 0.0286 | - | +| 0.1299 | 3550 | 0.0239 | - | +| 0.1317 | 3600 | 0.0243 | - | +| 0.1336 | 3650 | 0.0245 | - | +| 0.1354 | 3700 | 0.0232 | - | +| 0.1372 | 3750 | 0.0216 | - | +| 0.1391 | 3800 | 0.0245 | - | +| 0.1409 | 3850 | 0.026 | - | +| 0.1427 | 3900 | 0.0182 | - | +| 0.1446 | 3950 | 0.0256 | - | +| 0.1464 | 4000 | 0.021 | - | +| 0.1482 | 4050 | 0.025 | - | +| 0.1500 | 4100 | 0.0163 | - | +| 0.1519 | 4150 | 0.0184 | - | +| 0.1537 | 4200 | 0.0215 | - | +| 0.1555 | 4250 | 0.0246 | - | +| 0.1574 | 4300 | 0.0193 | - | +| 0.1592 | 4350 | 0.0204 | - | +| 0.1610 | 4400 | 0.0203 | - | +| 0.1629 | 4450 | 0.0175 | - | +| 0.1647 | 4500 | 0.0181 | - | +| 0.1665 | 4550 | 0.0205 | - | +| 0.1683 | 4600 | 0.0186 | - | +| 0.1702 | 4650 | 0.0203 | - | +| 0.1720 | 4700 | 0.0183 | - | +| 0.1738 | 4750 | 0.0196 | - | +| 0.1757 | 4800 | 0.0195 | - | +| 0.1775 | 4850 | 0.0219 | - | +| 0.1793 | 4900 | 0.0227 | - | +| 0.1812 | 4950 | 0.0235 | - | +| 0.1830 | 5000 | 0.0145 | - | +| 0.1848 | 5050 | 0.0178 | - | +| 0.1866 | 5100 | 0.0147 | - | +| 0.1885 | 5150 | 0.0224 | - | +| 0.1903 | 5200 | 0.0191 | - | +| 0.1921 | 5250 | 0.0138 | - | +| 0.1940 | 5300 | 0.0163 | - | +| 0.1958 | 5350 | 0.0172 | - | +| 0.1976 | 5400 | 0.019 | - | +| 0.1995 | 5450 | 0.0224 | - | +| 0.2013 | 5500 | 0.0168 | - | +| 0.2031 | 5550 | 0.0188 | - | +| 0.2049 | 5600 | 0.0173 | - | +| 0.2068 | 5650 | 0.016 | - | +| 0.2086 | 5700 | 0.0124 | - | +| 0.2104 | 5750 | 0.0204 | - | +| 0.2123 | 5800 | 0.0171 | - | +| 0.2141 | 5850 | 0.0168 | - | +| 0.2159 | 5900 | 0.018 | - | +| 0.2177 | 5950 | 0.0168 | - | +| 0.2196 | 6000 | 0.0189 | - | +| 0.2214 | 6050 | 0.0155 | - | +| 0.2232 | 6100 | 0.0191 | - | +| 0.2251 | 6150 | 0.0134 | - | +| 0.2269 | 6200 | 0.0179 | - | +| 0.2287 | 6250 | 0.0127 | - | +| 0.2306 | 6300 | 0.0143 | - | +| 0.2324 | 6350 | 0.0136 | - | +| 0.2342 | 6400 | 0.0107 | - | +| 0.2360 | 6450 | 0.0133 | - | +| 0.2379 | 6500 | 0.0127 | - | +| 0.2397 | 6550 | 0.015 | - | +| 0.2415 | 6600 | 0.0135 | - | +| 0.2434 | 6650 | 0.0165 | - | +| 0.2452 | 6700 | 0.0136 | - | +| 0.2470 | 6750 | 0.0161 | - | +| 0.2489 | 6800 | 0.0118 | - | +| 0.2507 | 6850 | 0.0145 | - | +| 0.2525 | 6900 | 0.0122 | - | +| 0.2543 | 6950 | 0.0138 | - | +| 0.2562 | 7000 | 0.0114 | - | +| 0.2580 | 7050 | 0.0129 | - | +| 0.2598 | 7100 | 0.0147 | - | +| 0.2617 | 7150 | 0.0138 | - | +| 0.2635 | 7200 | 0.0082 | - | +| 0.2653 | 7250 | 0.0118 | - | +| 0.2672 | 7300 | 0.0133 | - | +| 0.2690 | 7350 | 0.0116 | - | +| 0.2708 | 7400 | 0.0102 | - | +| 0.2726 | 7450 | 0.0127 | - | +| 0.2745 | 7500 | 0.0117 | - | +| 0.2763 | 7550 | 0.0167 | - | +| 0.2781 | 7600 | 0.0093 | - | +| 0.2800 | 7650 | 0.011 | - | +| 0.2818 | 7700 | 0.0124 | - | +| 0.2836 | 7750 | 0.0105 | - | +| 0.2855 | 7800 | 0.0117 | - | +| 0.2873 | 7850 | 0.0117 | - | +| 0.2891 | 7900 | 0.0106 | - | +| 0.2909 | 7950 | 0.0068 | - | +| 0.2928 | 8000 | 0.0078 | - | +| 0.2946 | 8050 | 0.0116 | - | +| 0.2964 | 8100 | 0.014 | - | +| 0.2983 | 8150 | 0.0095 | - | +| 0.3001 | 8200 | 0.0163 | - | +| 0.3019 | 8250 | 0.0119 | - | +| 0.3038 | 8300 | 0.009 | - | +| 0.3056 | 8350 | 0.0153 | - | +| 0.3074 | 8400 | 0.0127 | - | +| 0.3092 | 8450 | 0.0126 | - | +| 0.3111 | 8500 | 0.0099 | - | +| 0.3129 | 8550 | 0.0141 | - | +| 0.3147 | 8600 | 0.0151 | - | +| 0.3166 | 8650 | 0.0096 | - | +| 0.3184 | 8700 | 0.0142 | - | +| 0.3202 | 8750 | 0.0133 | - | +| 0.3220 | 8800 | 0.0084 | - | +| 0.3239 | 8850 | 0.0108 | - | +| 0.3257 | 8900 | 0.0089 | - | +| 0.3275 | 8950 | 0.0099 | - | +| 0.3294 | 9000 | 0.01 | - | +| 0.3312 | 9050 | 0.0101 | - | +| 0.3330 | 9100 | 0.0068 | - | +| 0.3349 | 9150 | 0.0053 | - | +| 0.3367 | 9200 | 0.009 | - | +| 0.3385 | 9250 | 0.0156 | - | +| 0.3403 | 9300 | 0.0066 | - | +| 0.3422 | 9350 | 0.0087 | - | +| 0.3440 | 9400 | 0.0082 | - | +| 0.3458 | 9450 | 0.0091 | - | +| 0.3477 | 9500 | 0.0131 | - | +| 0.3495 | 9550 | 0.01 | - | +| 0.3513 | 9600 | 0.0109 | - | +| 0.3532 | 9650 | 0.0122 | - | +| 0.3550 | 9700 | 0.0139 | - | +| 0.3568 | 9750 | 0.0078 | - | +| 0.3586 | 9800 | 0.0097 | - | +| 0.3605 | 9850 | 0.007 | - | +| 0.3623 | 9900 | 0.011 | - | +| 0.3641 | 9950 | 0.0157 | - | +| 0.3660 | 10000 | 0.0126 | - | +| 0.3678 | 10050 | 0.0118 | - | +| 0.3696 | 10100 | 0.0154 | - | +| 0.3715 | 10150 | 0.009 | - | +| 0.3733 | 10200 | 0.0068 | - | +| 0.3751 | 10250 | 0.013 | - | +| 0.3769 | 10300 | 0.0089 | - | +| 0.3788 | 10350 | 0.0088 | - | +| 0.3806 | 10400 | 0.0057 | - | +| 0.3824 | 10450 | 0.0088 | - | +| 0.3843 | 10500 | 0.0049 | - | +| 0.3861 | 10550 | 0.0107 | - | +| 0.3879 | 10600 | 0.0066 | - | +| 0.3898 | 10650 | 0.0094 | - | +| 0.3916 | 10700 | 0.0046 | - | +| 0.3934 | 10750 | 0.0079 | - | +| 0.3952 | 10800 | 0.0089 | - | +| 0.3971 | 10850 | 0.007 | - | +| 0.3989 | 10900 | 0.0078 | - | +| 0.4007 | 10950 | 0.0139 | - | +| 0.4026 | 11000 | 0.0082 | - | +| 0.4044 | 11050 | 0.0087 | - | +| 0.4062 | 11100 | 0.0097 | - | +| 0.4081 | 11150 | 0.009 | - | +| 0.4099 | 11200 | 0.0097 | - | +| 0.4117 | 11250 | 0.0048 | - | +| 0.4135 | 11300 | 0.0064 | - | +| 0.4154 | 11350 | 0.0097 | - | +| 0.4172 | 11400 | 0.0085 | - | +| 0.4190 | 11450 | 0.0103 | - | +| 0.4209 | 11500 | 0.0145 | - | +| 0.4227 | 11550 | 0.0061 | - | +| 0.4245 | 11600 | 0.0081 | - | +| 0.4263 | 11650 | 0.0081 | - | +| 0.4282 | 11700 | 0.0118 | - | +| 0.4300 | 11750 | 0.0101 | - | +| 0.4318 | 11800 | 0.0064 | - | +| 0.4337 | 11850 | 0.0065 | - | +| 0.4355 | 11900 | 0.0054 | - | +| 0.4373 | 11950 | 0.0097 | - | +| 0.4392 | 12000 | 0.007 | - | +| 0.4410 | 12050 | 0.0067 | - | +| 0.4428 | 12100 | 0.006 | - | +| 0.4446 | 12150 | 0.007 | - | +| 0.4465 | 12200 | 0.0063 | - | +| 0.4483 | 12250 | 0.0082 | - | +| 0.4501 | 12300 | 0.0067 | - | +| 0.4520 | 12350 | 0.0097 | - | +| 0.4538 | 12400 | 0.0058 | - | +| 0.4556 | 12450 | 0.0087 | - | +| 0.4575 | 12500 | 0.0075 | - | +| 0.4593 | 12550 | 0.0116 | - | +| 0.4611 | 12600 | 0.0053 | - | +| 0.4629 | 12650 | 0.0089 | - | +| 0.4648 | 12700 | 0.0039 | - | +| 0.4666 | 12750 | 0.0066 | - | +| 0.4684 | 12800 | 0.0057 | - | +| 0.4703 | 12850 | 0.007 | - | +| 0.4721 | 12900 | 0.0063 | - | +| 0.4739 | 12950 | 0.0045 | - | +| 0.4758 | 13000 | 0.006 | - | +| 0.4776 | 13050 | 0.0054 | - | +| 0.4794 | 13100 | 0.0079 | - | +| 0.4812 | 13150 | 0.0098 | - | +| 0.4831 | 13200 | 0.0071 | - | +| 0.4849 | 13250 | 0.0058 | - | +| 0.4867 | 13300 | 0.0067 | - | +| 0.4886 | 13350 | 0.0068 | - | +| 0.4904 | 13400 | 0.0076 | - | +| 0.4922 | 13450 | 0.0062 | - | +| 0.4941 | 13500 | 0.0076 | - | +| 0.4959 | 13550 | 0.0076 | - | +| 0.4977 | 13600 | 0.0066 | - | +| 0.4995 | 13650 | 0.0106 | - | +| 0.5014 | 13700 | 0.0091 | - | +| 0.5032 | 13750 | 0.0061 | - | +| 0.5050 | 13800 | 0.0079 | - | +| 0.5069 | 13850 | 0.0104 | - | +| 0.5087 | 13900 | 0.0085 | - | +| 0.5105 | 13950 | 0.0065 | - | +| 0.5124 | 14000 | 0.0058 | - | +| 0.5142 | 14050 | 0.0065 | - | +| 0.5160 | 14100 | 0.0082 | - | +| 0.5178 | 14150 | 0.0081 | - | +| 0.5197 | 14200 | 0.0079 | - | +| 0.5215 | 14250 | 0.0078 | - | +| 0.5233 | 14300 | 0.0046 | - | +| 0.5252 | 14350 | 0.0101 | - | +| 0.5270 | 14400 | 0.0119 | - | +| 0.5288 | 14450 | 0.0107 | - | +| 0.5306 | 14500 | 0.005 | - | +| 0.5325 | 14550 | 0.0063 | - | +| 0.5343 | 14600 | 0.0061 | - | +| 0.5361 | 14650 | 0.0089 | - | +| 0.5380 | 14700 | 0.008 | - | +| 0.5398 | 14750 | 0.0093 | - | +| 0.5416 | 14800 | 0.0069 | - | +| 0.5435 | 14850 | 0.0093 | - | +| 0.5453 | 14900 | 0.0049 | - | +| 0.5471 | 14950 | 0.0061 | - | +| 0.5489 | 15000 | 0.0093 | - | +| 0.5508 | 15050 | 0.0056 | - | +| 0.5526 | 15100 | 0.0102 | - | +| 0.5544 | 15150 | 0.0034 | - | +| 0.5563 | 15200 | 0.0026 | - | +| 0.5581 | 15250 | 0.0064 | - | +| 0.5599 | 15300 | 0.007 | - | +| 0.5618 | 15350 | 0.0055 | - | +| 0.5636 | 15400 | 0.0047 | - | +| 0.5654 | 15450 | 0.0073 | - | +| 0.5672 | 15500 | 0.0064 | - | +| 0.5691 | 15550 | 0.0043 | - | +| 0.5709 | 15600 | 0.0047 | - | +| 0.5727 | 15650 | 0.0084 | - | +| 0.5746 | 15700 | 0.0065 | - | +| 0.5764 | 15750 | 0.0062 | - | +| 0.5782 | 15800 | 0.0047 | - | +| 0.5801 | 15850 | 0.0032 | - | +| 0.5819 | 15900 | 0.0075 | - | +| 0.5837 | 15950 | 0.0059 | - | +| 0.5855 | 16000 | 0.0025 | - | +| 0.5874 | 16050 | 0.0035 | - | +| 0.5892 | 16100 | 0.0037 | - | +| 0.5910 | 16150 | 0.0049 | - | +| 0.5929 | 16200 | 0.0067 | - | +| 0.5947 | 16250 | 0.0071 | - | +| 0.5965 | 16300 | 0.0045 | - | +| 0.5984 | 16350 | 0.0088 | - | +| 0.6002 | 16400 | 0.0035 | - | +| 0.6020 | 16450 | 0.0056 | - | +| 0.6038 | 16500 | 0.0083 | - | +| 0.6057 | 16550 | 0.0044 | - | +| 0.6075 | 16600 | 0.0051 | - | +| 0.6093 | 16650 | 0.0046 | - | +| 0.6112 | 16700 | 0.0067 | - | +| 0.6130 | 16750 | 0.0039 | - | +| 0.6148 | 16800 | 0.0103 | - | +| 0.6167 | 16850 | 0.0029 | - | +| 0.6185 | 16900 | 0.0031 | - | +| 0.6203 | 16950 | 0.0063 | - | +| 0.6221 | 17000 | 0.0047 | - | +| 0.6240 | 17050 | 0.0038 | - | +| 0.6258 | 17100 | 0.0046 | - | +| 0.6276 | 17150 | 0.0044 | - | +| 0.6295 | 17200 | 0.0089 | - | +| 0.6313 | 17250 | 0.0076 | - | +| 0.6331 | 17300 | 0.0034 | - | +| 0.6349 | 17350 | 0.0045 | - | +| 0.6368 | 17400 | 0.003 | - | +| 0.6386 | 17450 | 0.0038 | - | +| 0.6404 | 17500 | 0.0051 | - | +| 0.6423 | 17550 | 0.005 | - | +| 0.6441 | 17600 | 0.0043 | - | +| 0.6459 | 17650 | 0.0059 | - | +| 0.6478 | 17700 | 0.0041 | - | +| 0.6496 | 17750 | 0.007 | - | +| 0.6514 | 17800 | 0.0069 | - | +| 0.6532 | 17850 | 0.0092 | - | +| 0.6551 | 17900 | 0.0084 | - | +| 0.6569 | 17950 | 0.0058 | - | +| 0.6587 | 18000 | 0.006 | - | +| 0.6606 | 18050 | 0.0057 | - | +| 0.6624 | 18100 | 0.0047 | - | +| 0.6642 | 18150 | 0.0075 | - | +| 0.6661 | 18200 | 0.0071 | - | +| 0.6679 | 18250 | 0.0055 | - | +| 0.6697 | 18300 | 0.0075 | - | +| 0.6715 | 18350 | 0.0088 | - | +| 0.6734 | 18400 | 0.0051 | - | +| 0.6752 | 18450 | 0.0052 | - | +| 0.6770 | 18500 | 0.0048 | - | +| 0.6789 | 18550 | 0.007 | - | +| 0.6807 | 18600 | 0.006 | - | +| 0.6825 | 18650 | 0.0048 | - | +| 0.6844 | 18700 | 0.0049 | - | +| 0.6862 | 18750 | 0.0056 | - | +| 0.6880 | 18800 | 0.0106 | - | +| 0.6898 | 18850 | 0.0046 | - | +| 0.6917 | 18900 | 0.0041 | - | +| 0.6935 | 18950 | 0.0039 | - | +| 0.6953 | 19000 | 0.0065 | - | +| 0.6972 | 19050 | 0.0055 | - | +| 0.6990 | 19100 | 0.0024 | - | +| 0.7008 | 19150 | 0.0077 | - | +| 0.7027 | 19200 | 0.0048 | - | +| 0.7045 | 19250 | 0.0038 | - | +| 0.7063 | 19300 | 0.0042 | - | +| 0.7081 | 19350 | 0.0094 | - | +| 0.7100 | 19400 | 0.0036 | - | +| 0.7118 | 19450 | 0.0048 | - | +| 0.7136 | 19500 | 0.0017 | - | +| 0.7155 | 19550 | 0.0025 | - | +| 0.7173 | 19600 | 0.0054 | - | +| 0.7191 | 19650 | 0.004 | - | +| 0.7210 | 19700 | 0.0092 | - | +| 0.7228 | 19750 | 0.0058 | - | +| 0.7246 | 19800 | 0.0045 | - | +| 0.7264 | 19850 | 0.001 | - | +| 0.7283 | 19900 | 0.0055 | - | +| 0.7301 | 19950 | 0.0057 | - | +| 0.7319 | 20000 | 0.0041 | - | +| 0.7338 | 20050 | 0.0043 | - | +| 0.7356 | 20100 | 0.0041 | - | +| 0.7374 | 20150 | 0.0086 | - | +| 0.7392 | 20200 | 0.0048 | - | +| 0.7411 | 20250 | 0.0042 | - | +| 0.7429 | 20300 | 0.012 | - | +| 0.7447 | 20350 | 0.0045 | - | +| 0.7466 | 20400 | 0.0044 | - | +| 0.7484 | 20450 | 0.0023 | - | +| 0.7502 | 20500 | 0.0037 | - | +| 0.7521 | 20550 | 0.0062 | - | +| 0.7539 | 20600 | 0.0075 | - | +| 0.7557 | 20650 | 0.0058 | - | +| 0.7575 | 20700 | 0.0061 | - | +| 0.7594 | 20750 | 0.0037 | - | +| 0.7612 | 20800 | 0.0046 | - | +| 0.7630 | 20850 | 0.0064 | - | +| 0.7649 | 20900 | 0.0064 | - | +| 0.7667 | 20950 | 0.0045 | - | +| 0.7685 | 21000 | 0.006 | - | +| 0.7704 | 21050 | 0.0071 | - | +| 0.7722 | 21100 | 0.0025 | - | +| 0.7740 | 21150 | 0.0029 | - | +| 0.7758 | 21200 | 0.0059 | - | +| 0.7777 | 21250 | 0.0011 | - | +| 0.7795 | 21300 | 0.0016 | - | +| 0.7813 | 21350 | 0.0038 | - | +| 0.7832 | 21400 | 0.0024 | - | +| 0.7850 | 21450 | 0.0068 | - | +| 0.7868 | 21500 | 0.0032 | - | +| 0.7887 | 21550 | 0.0053 | - | +| 0.7905 | 21600 | 0.0068 | - | +| 0.7923 | 21650 | 0.0015 | - | +| 0.7941 | 21700 | 0.0049 | - | +| 0.7960 | 21750 | 0.0036 | - | +| 0.7978 | 21800 | 0.0035 | - | +| 0.7996 | 21850 | 0.0012 | - | +| 0.8015 | 21900 | 0.0024 | - | +| 0.8033 | 21950 | 0.0042 | - | +| 0.8051 | 22000 | 0.0042 | - | +| 0.8070 | 22050 | 0.0093 | - | +| 0.8088 | 22100 | 0.0041 | - | +| 0.8106 | 22150 | 0.003 | - | +| 0.8124 | 22200 | 0.0025 | - | +| 0.8143 | 22250 | 0.0036 | - | +| 0.8161 | 22300 | 0.0024 | - | +| 0.8179 | 22350 | 0.0039 | - | +| 0.8198 | 22400 | 0.0034 | - | +| 0.8216 | 22450 | 0.0026 | - | +| 0.8234 | 22500 | 0.0015 | - | +| 0.8253 | 22550 | 0.004 | - | +| 0.8271 | 22600 | 0.0075 | - | +| 0.8289 | 22650 | 0.0045 | - | +| 0.8307 | 22700 | 0.0016 | - | +| 0.8326 | 22750 | 0.0018 | - | +| 0.8344 | 22800 | 0.0019 | - | +| 0.8362 | 22850 | 0.0021 | - | +| 0.8381 | 22900 | 0.0027 | - | +| 0.8399 | 22950 | 0.0023 | - | +| 0.8417 | 23000 | 0.0025 | - | +| 0.8435 | 23050 | 0.0038 | - | +| 0.8454 | 23100 | 0.0021 | - | +| 0.8472 | 23150 | 0.0034 | - | +| 0.8490 | 23200 | 0.0023 | - | +| 0.8509 | 23250 | 0.0011 | - | +| 0.8527 | 23300 | 0.0046 | - | +| 0.8545 | 23350 | 0.002 | - | +| 0.8564 | 23400 | 0.0032 | - | +| 0.8582 | 23450 | 0.0046 | - | +| 0.8600 | 23500 | 0.0038 | - | +| 0.8618 | 23550 | 0.0059 | - | +| 0.8637 | 23600 | 0.0038 | - | +| 0.8655 | 23650 | 0.0048 | - | +| 0.8673 | 23700 | 0.0046 | - | +| 0.8692 | 23750 | 0.0046 | - | +| 0.8710 | 23800 | 0.0059 | - | +| 0.8728 | 23850 | 0.0019 | - | +| 0.8747 | 23900 | 0.0038 | - | +| 0.8765 | 23950 | 0.0023 | - | +| 0.8783 | 24000 | 0.0015 | - | +| 0.8801 | 24050 | 0.0025 | - | +| 0.8820 | 24100 | 0.0044 | - | +| 0.8838 | 24150 | 0.0021 | - | +| 0.8856 | 24200 | 0.0012 | - | +| 0.8875 | 24250 | 0.0049 | - | +| 0.8893 | 24300 | 0.0034 | - | +| 0.8911 | 24350 | 0.0034 | - | +| 0.8930 | 24400 | 0.0013 | - | +| 0.8948 | 24450 | 0.0021 | - | +| 0.8966 | 24500 | 0.001 | - | +| 0.8984 | 24550 | 0.0028 | - | +| 0.9003 | 24600 | 0.0017 | - | +| 0.9021 | 24650 | 0.0022 | - | +| 0.9039 | 24700 | 0.0023 | - | +| 0.9058 | 24750 | 0.0032 | - | +| 0.9076 | 24800 | 0.0055 | - | +| 0.9094 | 24850 | 0.0044 | - | +| 0.9113 | 24900 | 0.0033 | - | +| 0.9131 | 24950 | 0.0048 | - | +| 0.9149 | 25000 | 0.0051 | - | +| 0.9167 | 25050 | 0.0062 | - | +| 0.9186 | 25100 | 0.0076 | - | +| 0.9204 | 25150 | 0.0034 | - | +| 0.9222 | 25200 | 0.0049 | - | +| 0.9241 | 25250 | 0.0043 | - | +| 0.9259 | 25300 | 0.0008 | - | +| 0.9277 | 25350 | 0.0054 | - | +| 0.9296 | 25400 | 0.0037 | - | +| 0.9314 | 25450 | 0.003 | - | +| 0.9332 | 25500 | 0.0025 | - | +| 0.9350 | 25550 | 0.0047 | - | +| 0.9369 | 25600 | 0.0028 | - | +| 0.9387 | 25650 | 0.0027 | - | +| 0.9405 | 25700 | 0.0035 | - | +| 0.9424 | 25750 | 0.005 | - | +| 0.9442 | 25800 | 0.0047 | - | +| 0.9460 | 25850 | 0.0034 | - | +| 0.9478 | 25900 | 0.0032 | - | +| 0.9497 | 25950 | 0.0018 | - | +| 0.9515 | 26000 | 0.0036 | - | +| 0.9533 | 26050 | 0.0042 | - | +| 0.9552 | 26100 | 0.0046 | - | +| 0.9570 | 26150 | 0.0042 | - | +| 0.9588 | 26200 | 0.0025 | - | +| 0.9607 | 26250 | 0.0067 | - | +| 0.9625 | 26300 | 0.0028 | - | +| 0.9643 | 26350 | 0.0048 | - | +| 0.9661 | 26400 | 0.0061 | - | +| 0.9680 | 26450 | 0.0054 | - | +| 0.9698 | 26500 | 0.0095 | - | +| 0.9716 | 26550 | 0.0019 | - | +| 0.9735 | 26600 | 0.0031 | - | +| 0.9753 | 26650 | 0.0033 | - | +| 0.9771 | 26700 | 0.003 | - | +| 0.9790 | 26750 | 0.0032 | - | +| 0.9808 | 26800 | 0.0029 | - | +| 0.9826 | 26850 | 0.0044 | - | +| 0.9844 | 26900 | 0.0071 | - | +| 0.9863 | 26950 | 0.0042 | - | +| 0.9881 | 27000 | 0.0025 | - | +| 0.9899 | 27050 | 0.0018 | - | +| 0.9918 | 27100 | 0.0053 | - | +| 0.9936 | 27150 | 0.0041 | - | +| 0.9954 | 27200 | 0.0009 | - | +| 0.9973 | 27250 | 0.0021 | - | +| 0.9991 | 27300 | 0.0059 | - | + +### Framework Versions +- Python: 3.11.11 +- SetFit: 1.1.1 +- Sentence Transformers: 3.4.1 +- Transformers: 4.49.0 +- PyTorch: 2.6.0+cu124 +- Datasets: 3.4.1 +- Tokenizers: 0.21.1 + +## Citation + +### BibTeX +```bibtex +@article{https://doi.org/10.48550/arxiv.2209.11055, + doi = {10.48550/ARXIV.2209.11055}, + url = {https://arxiv.org/abs/2209.11055}, + author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, + keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, + title = {Efficient Few-Shot Learning Without Prompts}, + publisher = {arXiv}, + year = {2022}, + copyright = {Creative Commons Attribution 4.0 International} +} +``` + + + + + + \ No 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